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miTALOS v2: Analyzing Tissue Specific microRNA Function
MicroRNAs are involved in almost all biological processes and have emerged as regulators of signaling pathways. We show that miRNA target genes and pathway genes are not uniformly expressed across human tissues. To capture tissue specific effects, we developed a novel methodology for tissue specific...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4801359/ https://www.ncbi.nlm.nih.gov/pubmed/26998997 http://dx.doi.org/10.1371/journal.pone.0151771 |
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author | Preusse, Martin Theis, Fabian J. Mueller, Nikola S. |
author_facet | Preusse, Martin Theis, Fabian J. Mueller, Nikola S. |
author_sort | Preusse, Martin |
collection | PubMed |
description | MicroRNAs are involved in almost all biological processes and have emerged as regulators of signaling pathways. We show that miRNA target genes and pathway genes are not uniformly expressed across human tissues. To capture tissue specific effects, we developed a novel methodology for tissue specific pathway analysis of miRNAs. We incorporated the most recent and highest quality miRNA targeting data (TargetScan and StarBase), RNA-seq based gene expression data (EBI Expression Atlas) and multiple new pathway data sources to increase the biological relevance of the predicted miRNA-pathway associations. We identified new potential roles of miR-199a-3p, miR-199b-3p and the miR-200 family in hepatocellular carcinoma, involving the regulation of metastasis through MAPK and Wnt signaling. Also, an association of miR-571 and Notch signaling in liver fibrosis was proposed. To facilitate data update and future extensions of our tool, we developed a flexible database backend using the graph database neo4j. The new backend as well as the novel methodology were included in the updated miTALOS v2, a tool that provides insights into tissue specific miRNA regulation of biological pathways. miTALOS v2 is available at http://mips.helmholtz-muenchen.de/mitalos. |
format | Online Article Text |
id | pubmed-4801359 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-48013592016-03-23 miTALOS v2: Analyzing Tissue Specific microRNA Function Preusse, Martin Theis, Fabian J. Mueller, Nikola S. PLoS One Research Article MicroRNAs are involved in almost all biological processes and have emerged as regulators of signaling pathways. We show that miRNA target genes and pathway genes are not uniformly expressed across human tissues. To capture tissue specific effects, we developed a novel methodology for tissue specific pathway analysis of miRNAs. We incorporated the most recent and highest quality miRNA targeting data (TargetScan and StarBase), RNA-seq based gene expression data (EBI Expression Atlas) and multiple new pathway data sources to increase the biological relevance of the predicted miRNA-pathway associations. We identified new potential roles of miR-199a-3p, miR-199b-3p and the miR-200 family in hepatocellular carcinoma, involving the regulation of metastasis through MAPK and Wnt signaling. Also, an association of miR-571 and Notch signaling in liver fibrosis was proposed. To facilitate data update and future extensions of our tool, we developed a flexible database backend using the graph database neo4j. The new backend as well as the novel methodology were included in the updated miTALOS v2, a tool that provides insights into tissue specific miRNA regulation of biological pathways. miTALOS v2 is available at http://mips.helmholtz-muenchen.de/mitalos. Public Library of Science 2016-03-21 /pmc/articles/PMC4801359/ /pubmed/26998997 http://dx.doi.org/10.1371/journal.pone.0151771 Text en © 2016 Preusse et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Preusse, Martin Theis, Fabian J. Mueller, Nikola S. miTALOS v2: Analyzing Tissue Specific microRNA Function |
title | miTALOS v2: Analyzing Tissue Specific microRNA Function |
title_full | miTALOS v2: Analyzing Tissue Specific microRNA Function |
title_fullStr | miTALOS v2: Analyzing Tissue Specific microRNA Function |
title_full_unstemmed | miTALOS v2: Analyzing Tissue Specific microRNA Function |
title_short | miTALOS v2: Analyzing Tissue Specific microRNA Function |
title_sort | mitalos v2: analyzing tissue specific microrna function |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4801359/ https://www.ncbi.nlm.nih.gov/pubmed/26998997 http://dx.doi.org/10.1371/journal.pone.0151771 |
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